The Math Book: From Pythagoras to the 57th Dimension, 250 Milestones in the History of Mathematics
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The astonishingly prolific author/scientist Clifford Pickover is a math enthusiast with a talent for ferreting out fascinating anecdotes about math, and writing them in a way that inspires wonder.
Accompanied by beautiful illustrations, Pickovers The Math Book about cicada-generated prime numbers, magic squares, the Golden Mean, Penrose Tiles, Xenos Paradox, and the butterfly effect just might turn you into a lover of math. It worked for me.